Overview

Dataset Statistics

Number of Variables 12
Number of Observations 891
Missing Cells 866
Missing Cells (%) 8.1%
Duplicate Rows 0
Duplicate Rows (%) 0.0%
Total Size in Memory 83.7 KB
Average Record Size in Memory 96.1 B

Variable Types

Categorical 5
Numerical 7

Variables

PassengerId

numerical

Distinct Count 891
Unique (%) 100.0%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Mean 446
Minimum 1
Maximum 891
Zeros 0
Zeros (%) 0.0%
Memory Size 7.1 KB

Quantile Statistics

Minimum 1
5-th Percentile 45.1404
Q1 221.3424
Median 441.5949
Q3 661.8475
95-th Percentile 838.0495
Maximum 891
Range 890
IQR 440.5051

Descriptive Statistics

Standard Deviation 257.3538
Coefficient of Variation 0.577
Kurtosis -1.2
Mean 446
Median Absolute Deviation 330.6198
Skewness 0
Sum 397386
Variance 66231

Survived

numerical

Distinct Count 2
Unique (%) 0.2%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Mean 0.3838
Minimum 0
Maximum 1
Zeros 549
Zeros (%) 61.6%
Memory Size 7.1 KB

Quantile Statistics

Minimum 0
5-th Percentile 0
Q1 0
Median 0
Q3 1
95-th Percentile 1
Maximum 1
Range 1
IQR 1

Descriptive Statistics

Standard Deviation 0.4866
Coefficient of Variation 1.2677
Kurtosis -1.7718
Mean 0.3838
Median Absolute Deviation 0
Skewness 0.4777
Sum 342
Variance 0.2368

Pclass

numerical

Distinct Count 3
Unique (%) 0.3%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Mean 2.3086
Minimum 1
Maximum 3
Zeros 0
Zeros (%) 0.0%
Memory Size 7.1 KB

Quantile Statistics

Minimum 1
5-th Percentile 1
Q1 2
Median 3
Q3 3
95-th Percentile 3
Maximum 3
Range 2
IQR 1

Descriptive Statistics

Standard Deviation 0.8361
Coefficient of Variation 0.3621
Kurtosis -1.2796
Mean 2.3086
Median Absolute Deviation 0
Skewness -0.6295
Sum 2057
Variance 0.699

Name

categorical

Distinct Count 891
Unique (%) 100.0%
Missing 0
Missing (%) 0.0%
Memory Size 7.1 KB

Length

Mean 26.9652
Standard Deviation 9.2816
Median 25
Minimum 12
Maximum 82

Sample

1st Row Braund, Mr. Owen Harris
25% Row Green, Mr. George Henry
50% Row Dodge, Master. Washington
75% Row Rommetvedt, Mr. Knud Pa...
Last Row Dooley, Mr. Patrick

Letter

Count 19091
Lowercase Letter 15446
Space Separator 2735
Uppercase Letter 3645
Dash Punctuation 13
Decimal Number 0

Sex

categorical

Distinct Count 2
Unique (%) 0.2%
Missing 0
Missing (%) 0.0%
Memory Size 7.1 KB

Length

Mean 4.7048
Standard Deviation 0.956
Median 4
Minimum 4
Maximum 6

Sample

1st Row male
25% Row male
50% Row male
75% Row male
Last Row male

Letter

Count 4192
Lowercase Letter 4192
Space Separator 0
Uppercase Letter 0
Dash Punctuation 0
Decimal Number 0

Age

numerical

Distinct Count 88
Unique (%) 12.3%
Missing 177
Missing (%) 19.9%
Infinite 0
Infinite (%) 0.0%
Mean 29.6991
Minimum 0.42
Maximum 80
Zeros 0
Zeros (%) 0.0%
Memory Size 7.1 KB

Quantile Statistics

Minimum 0.42
5-th Percentile 5
Q1 20
Median 28
Q3 38
95-th Percentile 54
Maximum 80
Range 79.58
IQR 18

Descriptive Statistics

Standard Deviation 14.5265
Coefficient of Variation 0.4891
Kurtosis 0.1686
Mean 29.6991
Median Absolute Deviation 13.3434
Skewness 0.3883
Sum 21205.17
Variance 211.0191

SibSp

numerical

Distinct Count 7
Unique (%) 0.8%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Mean 0.523
Minimum 0
Maximum 8
Zeros 608
Zeros (%) 68.2%
Memory Size 7.1 KB

Quantile Statistics

Minimum 0
5-th Percentile 0
Q1 0
Median 0
Q3 1
95-th Percentile 2
Maximum 8
Range 8
IQR 1

Descriptive Statistics

Standard Deviation 1.1027
Coefficient of Variation 2.1085
Kurtosis 17.7735
Mean 0.523
Median Absolute Deviation 0
Skewness 3.6891
Sum 466
Variance 1.216

Parch

numerical

Distinct Count 7
Unique (%) 0.8%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Mean 0.3816
Minimum 0
Maximum 6
Zeros 678
Zeros (%) 76.1%
Memory Size 7.1 KB

Quantile Statistics

Minimum 0
5-th Percentile 0
Q1 0
Median 0
Q3 0
95-th Percentile 2
Maximum 6
Range 6
IQR 0

Descriptive Statistics

Standard Deviation 0.8061
Coefficient of Variation 2.1123
Kurtosis 9.7166
Mean 0.3816
Median Absolute Deviation 0
Skewness 2.7445
Sum 340
Variance 0.6497

Ticket

categorical

Distinct Count 681
Unique (%) 76.4%
Missing 0
Missing (%) 0.0%
Memory Size 7.1 KB

Length

Mean 6.7508
Standard Deviation 2.7455
Median 6
Minimum 3
Maximum 18

Sample

1st Row A/5 21171
25% Row 21440
50% Row 33638
75% Row 312993
Last Row 370376

Letter

Count 673
Lowercase Letter 21
Space Separator 239
Uppercase Letter 652
Dash Punctuation 0
Decimal Number 4808

Fare

numerical

Distinct Count 248
Unique (%) 27.8%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Mean 32.2042
Minimum 0
Maximum 512.3292
Zeros 15
Zeros (%) 1.7%
Memory Size 7.1 KB

Quantile Statistics

Minimum 0
5-th Percentile 7.225
Q1 7.8958
Median 14.4542
Q3 30.5
95-th Percentile 94.1397
Maximum 512.3292
Range 512.3292
IQR 22.6042

Descriptive Statistics

Standard Deviation 49.6934
Coefficient of Variation 1.5431
Kurtosis 33.2043
Mean 32.2042
Median Absolute Deviation 10.2362
Skewness 4.7793
Sum 28693.9493
Variance 2469.4368

Cabin

categorical

Distinct Count 147
Unique (%) 72.1%
Missing 687
Missing (%) 77.1%
Memory Size 7.1 KB

Length

Mean 3.1347
Standard Deviation 1.021
Median 3
Minimum 1
Maximum 15

Sample

1st Row nan
25% Row nan
50% Row A34
75% Row nan
Last Row nan

Letter

Count 2299
Lowercase Letter 2061
Space Separator 34
Uppercase Letter 238
Dash Punctuation 0
Decimal Number 460

Embarked

categorical

Distinct Count 3
Unique (%) 0.3%
Missing 2
Missing (%) 0.2%
Memory Size 7.1 KB

Length

Mean 1.0045
Standard Deviation 0.0947
Median 1
Minimum 1
Maximum 3

Sample

1st Row S
25% Row S
50% Row S
75% Row S
Last Row Q

Letter

Count 895
Lowercase Letter 6
Space Separator 0
Uppercase Letter 889
Dash Punctuation 0
Decimal Number 0

Interactions

Correlations

Missing Values